Figure REF  shows sample results by VisDB and I2L-MeshNet [1]} on the 3DPW dataset [2]}.
I2L-MeshNet [1]} regresses SMPL parameters from the entire heatmap-based mesh output, which leads to erroneous output meshes on truncated or occluded examples.
VisDB predicts accurate vertex visibility labels, improving both the image-space dense body estimation and SMPL parameter optimization.
The results show that VisDB (mesh) outputs can fit the human silhouettes faithfully, and VisDB (params) further regularizes and smooths the mesh surfaces.
More qualitative results are shown in the supplemental material.
